Pandas Profiling Report

Dataset statistics

Number of variables	11
Number of observations	1993574
Missing cells	1801
Missing cells (%)	< 0.1%
Duplicate rows	12952
Duplicate rows (%)	0.6%
Total size in memory	167.3 MiB
Average record size in memory	88.0 B

Variable types

Numeric	11

Alerts

Dataset has 12952 (0.6%) duplicate rows	Duplicates
`fact_latitude` is highly overall correlated with `fact_temperature`	High correlation
`cmc_precipitations` is highly overall correlated with `gfs_cloudness`	High correlation
`gfs_cloudness` is highly overall correlated with `cmc_precipitations`	High correlation
`fact_temperature` is highly overall correlated with `fact_latitude`	High correlation
`gfs_clouds_sea` is highly skewed (γ1 = 70.86471545)	Skewed
`cmc_precipitations` has 1118308 (56.1%) zeros	Zeros
`gfs_cloudness` has 537307 (27.0%) zeros	Zeros
`gfs_clouds_sea` has 1770761 (88.8%) zeros	Zeros
`fact_temperature` has 36825 (1.8%) zeros	Zeros

Reproduction

Analysis started	2023-05-04 13:40:57.393331
Analysis finished	2023-05-04 13:43:55.340542
Duration	2 minutes and 57.95 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

fact_time
Real number (ℝ)

Distinct	146866
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5435818 × 10⁹

Minimum	1.53576 × 10⁹
Maximum	1.5513947 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.2 MiB

Quantile statistics

Minimum	1.53576 × 10⁹
5-th percentile	1.5365397 × 10⁹
Q1	1.5396694 × 10⁹
median	1.5435824 × 10⁹
Q3	1.5474909 × 10⁹
95-th percentile	1.5506171 × 10⁹
Maximum	1.5513947 × 10⁹
Range	15634680
Interquartile range (IQR)	7821540

Descriptive statistics

Standard deviation	4515794
Coefficient of variation (CV)	0.0029255294
Kurtosis	-1.2005714
Mean	1.5435818 × 10⁹
Median Absolute Deviation (MAD)	3911880
Skewness	-0.0014602904
Sum	3.0772446 × 10¹⁵
Variance	2.0392395 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1546322400	545	< 0.1%
1546257600	521	< 0.1%
1546354800	479	< 0.1%
1546236000	435	< 0.1%
1537012800	408	< 0.1%
1547380800	401	< 0.1%
1549519200	399	< 0.1%
1545134400	395	< 0.1%
1547121600	393	< 0.1%
1543557600	393	< 0.1%
Other values (146856)	1989205	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1535760000	275	< 0.1%
1535760120	1	< 0.1%
1535760360	1	< 0.1%
1535760420	1	< 0.1%
1535760540	1	< 0.1%
1535760600	1	< 0.1%
1535760720	1	< 0.1%
1535760900	45	< 0.1%
1535761020	4	< 0.1%
1535761140	1	< 0.1%

Value	Count	Frequency (%)
1551394680	6	< 0.1%
1551394620	1	< 0.1%
1551394560	26	< 0.1%
1551394500	7	< 0.1%
1551394440	8	< 0.1%
1551394380	45	< 0.1%
1551394320	1	< 0.1%
1551394260	8	< 0.1%
1551394200	11	< 0.1%
1551394140	1	< 0.1%

fact_latitude
Real number (ℝ)

Distinct	5168
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.154619

Minimum	-67.601667
Maximum	70.933056
Zeros	0
Zeros (%)	0.0%
Negative	189374
Negative (%)	9.5%
Memory size	15.2 MiB

Quantile statistics

Minimum	-67.601667
5-th percentile	-26.539801
Q1	30.069201
median	35.66
Q3	41.532398
95-th percentile	51.956902
Maximum	70.933056
Range	138.53472
Interquartile range (IQR)	11.463197

Descriptive statistics

Standard deviation	20.886554
Coefficient of variation (CV)	0.67041596
Kurtosis	4.0056837
Mean	31.154619
Median Absolute Deviation (MAD)	5.713101
Skewness	-2.0641358
Sum	62109038
Variance	436.24813
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.117	1848	0.1%
32.438702	1525	0.1%
36.8	1498	0.1%
35.66	1398	0.1%
29.359501	1353	0.1%
34.717999	1344	0.1%
34.3	1227	0.1%
28.209	1213	0.1%
37.6	1145	0.1%
35.207699	1117	0.1%
Other values (5158)	1979906	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-67.601667	103	< 0.1%
-66.663056	72	< 0.1%
-63.4	270	< 0.1%
-62.5	276	< 0.1%
-62.233333	263	< 0.1%
-60.733333	278	< 0.1%
-53.8	154	< 0.1%
-53.7777	902	< 0.1%
-53.2537	137	< 0.1%
-51.8228	228	< 0.1%

Value	Count	Frequency (%)
70.933056	107	< 0.1%
69.604167	87	< 0.1%
69.6	455	< 0.1%
69.433296	566	< 0.1%
67.016667	360	< 0.1%
67.012222	269	< 0.1%
66.600098	419	< 0.1%
66.571503	800	< 0.1%
66.566667	1	< 0.1%
66.249603	397	< 0.1%

fact_longitude
Real number (ℝ)

Distinct	7804
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-27.038522

Minimum	-166.339
Maximum	175.388
Zeros	266
Zeros (%)	< 0.1%
Negative	1154267
Negative (%)	57.9%
Memory size	15.2 MiB

Quantile statistics

Minimum	-166.339
5-th percentile	-120.183
Q1	-91.149597
median	-17.2146
Q3	24.6192
95-th percentile	118.1
Maximum	175.388
Range	341.727
Interquartile range (IQR)	115.7688

Descriptive statistics

Standard deviation	74.360181
Coefficient of variation (CV)	-2.750157
Kurtosis	-0.72652935
Mean	-27.038522
Median Absolute Deviation (MAD)	65.179199
Skewness	0.49669234
Sum	-53903294
Variance	5529.4366
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
139.348007	1704	0.1%
-118.152	1330	0.1%
-0.45	1314	0.1%
-1.45	1303	0.1%
121.461998	1302	0.1%
-81.688904	1257	0.1%
-98.956497	1143	0.1%
-90.933	1107	0.1%
-122.655998	1104	0.1%
-83.561694	1089	0.1%
Other values (7794)	1980921	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-166.339005	269	< 0.1%
-166.089005	397	< 0.1%
-165.607567	983	< 0.1%
-163.682007	725	< 0.1%
-163.302002	475	< 0.1%
-162.026001	470	< 0.1%
-161.319458	456	< 0.1%
-160.190994	123	< 0.1%
-159.985992	419	< 0.1%
-157.572006	385	< 0.1%

Value	Count	Frequency (%)
175.388	2	< 0.1%
174.804993	936	< 0.1%
174.804993	62	< 0.1%
174.630005	1	< 0.1%
172.531998	987	< 0.1%
166.222222	64	< 0.1%
166.212997	876	< 0.1%
166.212997	39	< 0.1%
153.129167	102	< 0.1%
153.117004	964	< 0.1%

topography_bathymetry
Real number (ℝ)

Distinct	1449
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	328.57889

Minimum	-2126
Maximum	4659
Zeros	18358
Zeros (%)	0.9%
Negative	111562
Negative (%)	5.6%
Memory size	15.2 MiB

Quantile statistics

Minimum	-2126
5-th percentile	-1
Q1	23
median	116
Q3	391
95-th percentile	1487
Maximum	4659
Range	6785
Interquartile range (IQR)	368

Descriptive statistics

Standard deviation	519.41096
Coefficient of variation (CV)	1.5807801
Kurtosis	6.9017953
Mean	328.57889
Median Absolute Deviation (MAD)	109
Skewness	2.2257525
Sum	6.5504634 × 10⁸
Variance	269787.75
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	33653	1.7%
8	26611	1.3%
5	25841	1.3%
2	25804	1.3%
3	23444	1.2%
4	22204	1.1%
7	21038	1.1%
10	20244	1.0%
9	18680	0.9%
0	18358	0.9%
Other values (1439)	1757697	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2126	265	< 0.1%
-1933	71	< 0.1%
-1930	680	< 0.1%
-1753	226	< 0.1%
-1489	608	< 0.1%
-1425	539	< 0.1%
-1057	151	< 0.1%
-1055	593	< 0.1%
-1016	493	< 0.1%
-970	798	< 0.1%

Value	Count	Frequency (%)
4659	131	< 0.1%
4364	11	< 0.1%
4111	108	< 0.1%
4048	700	< 0.1%
3965	215	< 0.1%
3832	452	< 0.1%
3717	295	< 0.1%
3655	98	< 0.1%
3579	322	< 0.1%
3446	188	< 0.1%

sun_elevation
Real number (ℝ)

Distinct	1793421
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.8602098

Minimum	-89.89978
Maximum	89.865169
Zeros	0
Zeros (%)	0.0%
Negative	1043744
Negative (%)	52.4%
Memory size	15.2 MiB

Quantile statistics

Minimum	-89.89978
5-th percentile	-65.79618
Q1	-36.675595
median	-2.9114505
Q3	24.224601
95-th percentile	48.700598
Maximum	89.865169
Range	179.76495
Interquartile range (IQR)	60.900195

Descriptive statistics

Standard deviation	36.724977
Coefficient of variation (CV)	-6.2668366
Kurtosis	-0.9523324
Mean	-5.8602098
Median Absolute Deviation (MAD)	29.836397
Skewness	-0.095283224
Sum	-11682762
Variance	1348.7239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.78954716	6	< 0.1%
-51.39815877	5	< 0.1%
-44.26653644	5	< 0.1%
37.36450375	5	< 0.1%
30.23352089	5	< 0.1%
-44.84953997	5	< 0.1%
-22.67197834	5	< 0.1%
18.25191251	5	< 0.1%
23.45690836	5	< 0.1%
0.06783851886	5	< 0.1%
Other values (1793411)	1993523	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-89.89977966	1	< 0.1%
-89.82985219	1	< 0.1%
-89.8288449	1	< 0.1%
-89.79575421	1	< 0.1%
-89.77175682	1	< 0.1%
-89.66601115	1	< 0.1%
-89.64065028	1	< 0.1%
-89.60511773	1	< 0.1%
-89.59565779	1	< 0.1%
-89.54558173	1	< 0.1%

Value	Count	Frequency (%)
89.86516883	1	< 0.1%
89.7490959	1	< 0.1%
89.74232221	1	< 0.1%
89.71892931	1	< 0.1%
89.71235037	2	< 0.1%
89.66067586	1	< 0.1%
89.63101691	1	< 0.1%
89.61384268	1	< 0.1%
89.56475528	1	< 0.1%
89.55908458	1	< 0.1%

cmc_precipitations
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	303375
Distinct (%)	15.2%
Missing	1801
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.13825675

Minimum	-3.3333333 × 10^-5
Maximum	24.400417
Zeros	1118308
Zeros (%)	56.1%
Negative	23422
Negative (%)	1.2%
Memory size	15.2 MiB

Quantile statistics

Minimum	-3.3333333 × 10^-5
5-th percentile	0
Q1	0
median	0
Q3	0.017566667
95-th percentile	0.79446667
Maximum	24.400417
Range	24.40045
Interquartile range (IQR)	0.017566667

Descriptive statistics

Standard deviation	0.54766782
Coefficient of variation (CV)	3.9612375
Kurtosis	136.69358
Mean	0.13825675
Median Absolute Deviation (MAD)	0
Skewness	8.9741358
Sum	275376.06
Variance	0.29994005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1118308	56.1%
8.333333333 × 10^-6	4161	0.2%
1.666666667 × 10^-5	3238	0.2%
-8.333333333 × 10^-6	3092	0.2%
8.333333333 × 10^-6	2661	0.1%
-8.333333333 × 10^-6	2472	0.1%
1.666666667 × 10^-5	2203	0.1%
8.333333334 × 10^-6	2133	0.1%
3.333333333 × 10^-5	1828	0.1%
8.333333333 × 10^-6	1612	0.1%
Other values (303365)	850065	42.6%
(Missing)	1801	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.333333333 × 10^-5	9	< 0.1%
-3.333333333 × 10^-5	2	< 0.1%
-3.333333333 × 10^-5	2	< 0.1%
-3.333333333 × 10^-5	9	< 0.1%
-3.333333333 × 10^-5	2	< 0.1%
-3.333333333 × 10^-5	1	< 0.1%
-3.333333333 × 10^-5	2	< 0.1%
-3.333333333 × 10^-5	5	< 0.1%
-3.333333333 × 10^-5	1	< 0.1%
-3.333333333 × 10^-5	2	< 0.1%

Value	Count	Frequency (%)
24.40041667	1	< 0.1%
23.64301667	1	< 0.1%
22.65773333	1	< 0.1%
22.486875	1	< 0.1%
21.8554	1	< 0.1%
21.54189167	1	< 0.1%
20.6959	2	< 0.1%
20.4718	1	< 0.1%
20.45935	1	< 0.1%
20.3468	1	< 0.1%

gfs_a_vorticity
Real number (ℝ)

Distinct	1197555
Distinct (%)	60.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.2136137 × 10^-5

Minimum	-0.0007590648
Maximum	0.0014602451
Zeros	0
Zeros (%)	0.0%
Negative	271483
Negative (%)	13.6%
Memory size	15.2 MiB

Quantile statistics

Minimum	-0.0007590648
5-th percentile	-7.7994819 × 10^-5
Q1	4.3467056 × 10^-5
median	7.6943175 × 10^-5
Q3	0.00011112744
95-th percentile	0.00019493731
Maximum	0.0014602451
Range	0.0022193099
Interquartile range (IQR)	6.7660384 × 10^-5

Descriptive statistics

Standard deviation	8.4585864 × 10^-5
Coefficient of variation (CV)	1.1725866
Kurtosis	4.7632181
Mean	7.2136137 × 10^-5
Median Absolute Deviation (MAD)	3.3844666 × 10^-5
Skewness	-0.48091844
Sum	143.80873
Variance	7.1547685 × 10^-9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.127502613 × 10^-5	37	< 0.1%
8.127502224 × 10^-5	29	< 0.1%
6.083739936 × 10^-5	28	< 0.1%
7.083739911 × 10^-5	27	< 0.1%
7.050354179 × 10^-5	24	< 0.1%
6.804565055 × 10^-5	24	< 0.1%
6.594192382 × 10^-5	24	< 0.1%
7.594191993 × 10^-5	23	< 0.1%
8.325470117 × 10^-5	23	< 0.1%
7.263854786 × 10^-5	23	< 0.1%
Other values (1197545)	1993312	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.000759064802	1	< 0.1%
-0.0007015671581	1	< 0.1%
-0.0006876469706	1	< 0.1%
-0.0006734181079	1	< 0.1%
-0.0006620693603	1	< 0.1%
-0.0006607309333	1	< 0.1%
-0.0006553608109	1	< 0.1%
-0.0006519843591	1	< 0.1%
-0.000651513401	1	< 0.1%
-0.000650328584	1	< 0.1%

Value	Count	Frequency (%)
0.001460245112	1	< 0.1%
0.001153926249	1	< 0.1%
0.001029804698	1	< 0.1%
0.001006142236	1	< 0.1%
0.0009886106709	1	< 0.1%
0.0009296169155	1	< 0.1%
0.0009029353969	1	< 0.1%
0.0008940886473	1	< 0.1%
0.0008887405857	1	< 0.1%
0.0008673816919	1	< 0.1%

gfs_cloudness
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	301
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.72880642

Minimum	0
Maximum	3
Zeros	537307
Zeros (%)	27.0%
Negative	0
Negative (%)	0.0%
Memory size	15.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.49
Q3	1.11
95-th percentile	2.42
Maximum	3
Range	3
Interquartile range (IQR)	1.11

Descriptive statistics

Standard deviation	0.80074271
Coefficient of variation (CV)	1.0987043
Kurtosis	0.19594162
Mean	0.72880642
Median Absolute Deviation (MAD)	0.49
Skewness	1.0362948
Sum	1452929.5
Variance	0.64118889
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	537307	27.0%
1	60109	3.0%
0.01	48512	2.4%
0.02	26606	1.3%
0.03	19454	1.0%
0.99	18772	0.9%
2	16026	0.8%
0.04	15861	0.8%
0.05	13924	0.7%
0.98	13584	0.7%
Other values (291)	1223419	61.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	537307	27.0%
0.01	48512	2.4%
0.02	26606	1.3%
0.03	19454	1.0%
0.04	15861	0.8%
0.05	13924	0.7%
0.06	12436	0.6%
0.07	11062	0.6%
0.08	10397	0.5%
0.09	9733	0.5%

Value	Count	Frequency (%)
3	12287	0.6%
2.99	3759	0.2%
2.98	2786	0.1%
2.97	2314	0.1%
2.96	2082	0.1%
2.95	1794	0.1%
2.94	1751	0.1%
2.93	1637	0.1%
2.92	1529	0.1%
2.91	1522	0.1%

gfs_clouds_sea
Real number (ℝ)

SKEWED ZEROS

Distinct	1083
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5336503 × 10^-7

Minimum	0
Maximum	0.00050880003
Zeros	1770761
Zeros (%)	88.8%
Negative	0
Negative (%)	0.0%
Memory size	15.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2 × 10^-7
Maximum	0.00050880003
Range	0.00050880003
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.8769809 × 10^-6
Coefficient of variation (CV)	18.759041
Kurtosis	7678.7795
Mean	1.5336503 × 10^-7
Median Absolute Deviation (MAD)	0
Skewness	70.864715
Sum	0.30574454
Variance	8.2770191 × 10^-12
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1770761	88.8%
1.000000012 × 10^-7	98512	4.9%
2.000000023 × 10^-7	31794	1.6%
3.000000106 × 10^-7	17382	0.9%
4.000000047 × 10^-7	11626	0.6%
4.999999987 × 10^-7	8584	0.4%
6.000000212 × 10^-7	6520	0.3%
6.999999869 × 10^-7	5100	0.3%
8.000000093 × 10^-7	4165	0.2%
9.000000318 × 10^-7	3405	0.2%
Other values (1073)	35725	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1770761	88.8%
9.999999939 × 10^-9	65	< 0.1%
1.999999988 × 10^-8	24	< 0.1%
2.999999893 × 10^-8	15	< 0.1%
3.999999976 × 10^-8	5	< 0.1%
5.000000058 × 10^-8	1	< 0.1%
5.999999786 × 10^-8	4	< 0.1%
6.999999869 × 10^-8	1	< 0.1%
7.999999951 × 10^-8	2	< 0.1%
9.000000034 × 10^-8	3	< 0.1%

Value	Count	Frequency (%)
0.0005088000325	1	< 0.1%
0.0004847999953	1	< 0.1%
0.0004735999973	1	< 0.1%
0.0004704000021	1	< 0.1%
0.0004666000023	1	< 0.1%
0.000460500014	1	< 0.1%
0.0004472000001	1	< 0.1%
0.0004333000106	1	< 0.1%
0.0004297000123	1	< 0.1%
0.0004130000016	1	< 0.1%

gfs_humidity
Real number (ℝ)

Distinct	278990
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.384893

Minimum	1
Maximum	100.04999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.2 MiB

Quantile statistics

Minimum	1
5-th percentile	22.9
Q1	50.700001
median	69
Q3	83.300003
95-th percentile	95.099998
Maximum	100.04999
Range	99.049988
Interquartile range (IQR)	32.600002

Descriptive statistics

Standard deviation	22.123647
Coefficient of variation (CV)	0.33836023
Kurtosis	-0.47597763
Mean	65.384893
Median Absolute Deviation (MAD)	15.809517
Skewness	-0.58102708
Sum	1.3034962 × 10⁸
Variance	489.45576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77.90000153	3140	0.2%
78.5	3115	0.2%
77.20000458	3104	0.2%
78.09999847	3093	0.2%
77	3084	0.2%
79.70000458	3080	0.2%
74	3070	0.2%
76.80000305	3063	0.2%
76.09999847	3062	0.2%
75.70000458	3060	0.2%
Other values (278980)	1962703	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5	< 0.1%
1.200000048	5	< 0.1%
1.300000072	1	< 0.1%
1.399999976	2	< 0.1%
1.600000024	3	< 0.1%
1.700000048	4	< 0.1%
1.800000072	1	< 0.1%
1.899999976	4	< 0.1%
2	9	< 0.1%
2.100000143	3	< 0.1%

Value	Count	Frequency (%)
100.0499878	1	< 0.1%
100.0498123	1	< 0.1%
100.0496292	1	< 0.1%
100.0490036	1	< 0.1%
100.0488892	2	< 0.1%
100.0479889	1	< 0.1%
100.0469894	1	< 0.1%
100.0462036	1	< 0.1%
100.0450974	2	< 0.1%
100.0449982	1	< 0.1%

fact_temperature
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	96
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.317229

Minimum	-45
Maximum	60
Zeros	36825
Zeros (%)	1.8%
Negative	146737
Negative (%)	7.4%
Memory size	15.2 MiB

Quantile statistics

Minimum	-45
5-th percentile	-2
Q1	6
median	13
Q3	21
95-th percentile	29
Maximum	60
Range	105
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	10.009715
Coefficient of variation (CV)	0.75163647
Kurtosis	0.01218938
Mean	13.317229
Median Absolute Deviation (MAD)	7
Skewness	-0.11996873
Sum	26548881
Variance	100.19439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	77108	3.9%
12	76023	3.8%
9	75728	3.8%
11	75604	3.8%
7	74496	3.7%
13	73524	3.7%
10	71742	3.6%
14	69489	3.5%
6	68690	3.4%
16	66354	3.3%
Other values (86)	1264816	63.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-45	3	< 0.1%
-44	5	< 0.1%
-43	4	< 0.1%
-42	20	< 0.1%
-41	11	< 0.1%
-40	19	< 0.1%
-39	18	< 0.1%
-38	27	< 0.1%
-37	28	< 0.1%
-36	30	< 0.1%

Value	Count	Frequency (%)
60	1	< 0.1%
49	2	< 0.1%
48	6	< 0.1%
47	25	< 0.1%
46	60	< 0.1%
45	118	< 0.1%
44	246	< 0.1%
43	363	< 0.1%
42	553	< 0.1%
41	786	< 0.1%

Auto

Heatmap
Table

	fact_time	fact_latitude	fact_longitude	topography_bathymetry	sun_elevation	cmc_precipitations	gfs_a_vorticity	gfs_cloudness	gfs_clouds_sea	gfs_humidity	fact_temperature
fact_time	1.000	0.001	-0.003	0.002	-0.083	0.075	-0.006	0.118	0.038	0.058	-0.453
fact_latitude	0.001	1.000	-0.074	-0.046	-0.146	0.131	0.478	0.136	0.084	0.212	-0.531
fact_longitude	-0.003	-0.074	1.000	-0.110	0.073	-0.021	-0.106	-0.072	0.063	-0.135	0.149
topography_bathymetry	0.002	-0.046	-0.110	1.000	0.019	-0.052	-0.023	-0.046	-0.253	-0.212	-0.163
sun_elevation	-0.083	-0.146	0.073	0.019	1.000	-0.024	-0.104	-0.030	-0.049	-0.245	0.356
cmc_precipitations	0.075	0.131	-0.021	-0.052	-0.024	1.000	0.053	0.508	0.166	0.482	-0.115
gfs_a_vorticity	-0.006	0.478	-0.106	-0.023	-0.104	0.053	1.000	0.052	0.033	0.101	-0.254
gfs_cloudness	0.118	0.136	-0.072	-0.046	-0.030	0.508	0.052	1.000	0.121	0.430	-0.140
gfs_clouds_sea	0.038	0.084	0.063	-0.253	-0.049	0.166	0.033	0.121	1.000	0.195	-0.021
gfs_humidity	0.058	0.212	-0.135	-0.212	-0.245	0.482	0.101	0.430	0.195	1.000	-0.222
fact_temperature	-0.453	-0.531	0.149	-0.163	0.356	-0.115	-0.254	-0.140	-0.021	-0.222	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	fact_time	fact_latitude	fact_longitude	topography_bathymetry	sun_elevation	cmc_precipitations	gfs_a_vorticity	gfs_cloudness	gfs_humidity	fact_temperature
0	1.538665e+09	42.696693	23.411436	532.0	11.436109	0.000000	0.000125	0.00	28.500000	19.0
1	1.539436e+09	51.447778	4.341944	20.0	26.956421	0.000000	0.000095	0.74	62.840954	25.0
2	1.541235e+09	39.175400	-76.668297	42.0	-45.928553	0.207392	0.000068	2.80	70.700005	11.0
3	1.544501e+09	36.029598	-119.063004	132.0	-25.871600	0.053550	0.000166	1.28	78.400002	9.0
4	1.538634e+09	34.398300	-96.148102	179.0	-61.020501	0.000000	0.000079	0.17	86.700005	23.0
5	1.546056e+09	33.988800	-98.491898	302.0	-42.316609	0.000000	0.000074	0.00	62.700001	1.0
6	1.545142e+09	-17.878201	15.952600	1099.0	46.820491	0.000000	-0.000035	0.99	19.100000	33.0
7	1.536496e+09	51.275799	-0.776333	74.0	42.489176	0.013708	0.000087	0.99	71.400002	21.0
8	1.541854e+09	38.065498	-97.860603	470.0	-17.157628	0.000000	0.000064	0.00	54.299999	-8.0
9	1.544880e+09	32.239300	-90.928398	40.0	-1.349522	0.113975	0.000068	1.00	92.099998	10.0

	fact_time	fact_latitude	fact_longitude	topography_bathymetry	sun_elevation	cmc_precipitations	gfs_a_vorticity	gfs_cloudness	gfs_clouds_sea	gfs_humidity	fact_temperature
1993564	1.546063e+09	35.672901	-120.626999	247.0	-48.720935	0.000000	0.000123	0.00	0.000000e+00	52.799999	1.0
1993565	1.546722e+09	53.301701	-6.451330	82.0	-40.536481	0.076200	0.000088	1.30	1.000000e-07	95.200005	8.0
1993566	1.550287e+09	53.333599	-2.849720	7.0	-36.890880	0.001433	0.000172	0.63	0.000000e+00	87.099998	11.0
1993567	1.543234e+09	46.747500	24.159722	337.0	18.252121	0.000350	0.000117	2.62	0.000000e+00	83.900002	9.0
1993568	1.544270e+09	32.446602	-93.825600	75.0	-27.432883	3.555233	0.000098	3.00	0.000000e+00	95.400002	5.0
1993569	1.543543e+09	32.297199	50.842201	2042.0	-19.050859	0.000000	0.000049	0.98	0.000000e+00	44.600002	-2.0
1993570	1.541552e+09	36.191898	-94.489998	361.0	-6.690413	0.000000	0.000130	1.42	0.000000e+00	64.599998	12.0
1993571	1.545372e+09	38.808899	27.833900	76.0	4.815581	0.000000	0.000089	0.09	0.000000e+00	76.599998	-2.0
1993572	1.544355e+09	18.310000	-15.969722	-7.0	38.690343	0.000000	0.000042	0.00	0.000000e+00	46.200001	28.0
1993573	1.539140e+09	33.783333	55.083333	812.0	3.688021	0.000000	0.000054	0.00	0.000000e+00	17.007818	16.0

Most frequently occurring

	fact_time	fact_latitude	fact_longitude	topography_bathymetry	sun_elevation	cmc_precipitations	gfs_a_vorticity	gfs_cloudness	gfs_clouds_sea	gfs_humidity	fact_temperature	# duplicates
238	1.536073e+09	41.250000	29.033333	7.0	15.738981	0.000000	0.000066	0.00	0.000000e+00	57.200001	29.0	3
277	1.536128e+09	37.183800	-77.507401	58.0	-45.931859	0.000000	0.000057	0.17	0.000000e+00	90.000000	22.0	3
615	1.536602e+09	43.860100	51.091999	22.0	-31.281429	0.000000	0.000062	0.00	0.000000e+00	32.700001	23.0	3
831	1.536818e+09	38.069698	-102.688004	1126.0	-42.285614	0.000000	0.000276	0.00	0.000000e+00	24.600000	24.0	3
856	1.536836e+09	51.857778	5.145278	-8.0	39.670054	0.000000	0.000083	0.00	0.000000e+00	75.000000	17.0	3
1341	1.537400e+09	30.181999	-82.576897	56.0	6.470909	0.340567	0.000095	0.35	0.000000e+00	47.700001	29.0	3
2042	1.538244e+09	45.473400	13.615000	6.0	-12.421811	0.000000	0.000196	0.07	4.000000e-07	41.500000	17.0	3
2072	1.538269e+09	18.310000	-15.969722	-7.0	-76.102872	0.000692	0.000090	0.00	0.000000e+00	88.900002	25.0	3
2327	1.538610e+09	33.630000	-83.850000	243.0	4.211888	0.000000	0.000070	0.15	0.000000e+00	53.200001	25.0	3
2559	1.538928e+09	35.764702	140.386002	40.0	-55.809223	0.000000	0.000056	0.00	3.000000e-07	58.700001	23.0	3

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring